{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "38e02ce9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns   \n",
    "color = sns.color_palette()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3e0e24bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
      "0        1  2011-01-01       1   0     1        0        6           0   \n",
      "1        2  2011-01-02       1   0     1        0        0           0   \n",
      "2        3  2011-01-03       1   0     1        0        1           1   \n",
      "3        4  2011-01-04       1   0     1        0        2           1   \n",
      "4        5  2011-01-05       1   0     1        0        3           1   \n",
      "\n",
      "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
      "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
      "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
      "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
      "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
      "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
      "\n",
      "    cnt  \n",
      "0   985  \n",
      "1   801  \n",
      "2  1349  \n",
      "3  1562  \n",
      "4  1600  \n",
      "          instant      season          yr        mnth     holiday     weekday  \\\n",
      "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
      "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
      "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
      "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
      "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
      "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
      "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
      "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
      "\n",
      "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
      "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
      "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
      "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
      "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
      "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
      "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
      "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
      "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
      "\n",
      "            casual   registered          cnt  \n",
      "count   731.000000   731.000000   731.000000  \n",
      "mean    848.176471  3656.172367  4504.348837  \n",
      "std     686.622488  1560.256377  1937.211452  \n",
      "min       2.000000    20.000000    22.000000  \n",
      "25%     315.500000  2497.000000  3152.000000  \n",
      "50%     713.000000  3662.000000  4548.000000  \n",
      "75%    1096.000000  4776.500000  5956.000000  \n",
      "max    3410.000000  6946.000000  8714.000000  \n"
     ]
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv(\"/Users/lijiahui/Downloads/Bike-Sharing-Dataset/day.csv\")\n",
    "print(train.head())\n",
    "print(train.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3d9931d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     season_1  season_2  season_3  season_4  mnth_1  mnth_2  mnth_3  mnth_4  \\\n",
      "0           1         0         0         0       1       0       0       0   \n",
      "1           1         0         0         0       1       0       0       0   \n",
      "2           1         0         0         0       1       0       0       0   \n",
      "3           1         0         0         0       1       0       0       0   \n",
      "4           1         0         0         0       1       0       0       0   \n",
      "..        ...       ...       ...       ...     ...     ...     ...     ...   \n",
      "726         1         0         0         0       0       0       0       0   \n",
      "727         1         0         0         0       0       0       0       0   \n",
      "728         1         0         0         0       0       0       0       0   \n",
      "729         1         0         0         0       0       0       0       0   \n",
      "730         1         0         0         0       0       0       0       0   \n",
      "\n",
      "     mnth_5  mnth_6  ...  weathersit_1  weathersit_2  weathersit_3  weekday_0  \\\n",
      "0         0       0  ...             0             1             0          0   \n",
      "1         0       0  ...             0             1             0          1   \n",
      "2         0       0  ...             1             0             0          0   \n",
      "3         0       0  ...             1             0             0          0   \n",
      "4         0       0  ...             1             0             0          0   \n",
      "..      ...     ...  ...           ...           ...           ...        ...   \n",
      "726       0       0  ...             0             1             0          0   \n",
      "727       0       0  ...             0             1             0          0   \n",
      "728       0       0  ...             0             1             0          0   \n",
      "729       0       0  ...             1             0             0          1   \n",
      "730       0       0  ...             0             1             0          0   \n",
      "\n",
      "     weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  weekday_6  \n",
      "0            0          0          0          0          0          1  \n",
      "1            0          0          0          0          0          0  \n",
      "2            1          0          0          0          0          0  \n",
      "3            0          1          0          0          0          0  \n",
      "4            0          0          1          0          0          0  \n",
      "..         ...        ...        ...        ...        ...        ...  \n",
      "726          0          0          0          1          0          0  \n",
      "727          0          0          0          0          1          0  \n",
      "728          0          0          0          0          0          1  \n",
      "729          0          0          0          0          0          0  \n",
      "730          1          0          0          0          0          0  \n",
      "\n",
      "[731 rows x 26 columns]\n"
     ]
    }
   ],
   "source": [
    "categorical_features = ['season', 'mnth', 'weathersit', 'weekday']#类别型数据预处理\n",
    "for col in categorical_features:\n",
    "    train[col] = train[col].astype('object')\n",
    "\n",
    "X_train_cat = train[categorical_features]\n",
    "X_train_cat = pd.get_dummies(X_train_cat)\n",
    "print(X_train_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cdce2b37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       temp     atemp       hum  windspeed\n",
      "0  0.355170  0.373517  0.828620   0.284606\n",
      "1  0.379232  0.360541  0.715771   0.466215\n",
      "2  0.171000  0.144830  0.449638   0.465740\n",
      "3  0.175530  0.174649  0.607131   0.284297\n",
      "4  0.209120  0.197158  0.449313   0.339143\n"
     ]
    }
   ],
   "source": [
    "# 数值型变量预处理，\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "mn_X = MinMaxScaler()\n",
    "numerical_features = ['temp', 'atemp', 'hum', 'windspeed']\n",
    "temp = mn_X.fit_transform(train[numerical_features])\n",
    "X_train_num = pd.DataFrame(data=temp, columns=numerical_features, index=train.index)\n",
    "print(X_train_num.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8cade980",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 35 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   instant       731 non-null    int64  \n",
      " 1   season_1      731 non-null    uint8  \n",
      " 2   season_2      731 non-null    uint8  \n",
      " 3   season_3      731 non-null    uint8  \n",
      " 4   season_4      731 non-null    uint8  \n",
      " 5   mnth_1        731 non-null    uint8  \n",
      " 6   mnth_2        731 non-null    uint8  \n",
      " 7   mnth_3        731 non-null    uint8  \n",
      " 8   mnth_4        731 non-null    uint8  \n",
      " 9   mnth_5        731 non-null    uint8  \n",
      " 10  mnth_6        731 non-null    uint8  \n",
      " 11  mnth_7        731 non-null    uint8  \n",
      " 12  mnth_8        731 non-null    uint8  \n",
      " 13  mnth_9        731 non-null    uint8  \n",
      " 14  mnth_10       731 non-null    uint8  \n",
      " 15  mnth_11       731 non-null    uint8  \n",
      " 16  mnth_12       731 non-null    uint8  \n",
      " 17  weathersit_1  731 non-null    uint8  \n",
      " 18  weathersit_2  731 non-null    uint8  \n",
      " 19  weathersit_3  731 non-null    uint8  \n",
      " 20  weekday_0     731 non-null    uint8  \n",
      " 21  weekday_1     731 non-null    uint8  \n",
      " 22  weekday_2     731 non-null    uint8  \n",
      " 23  weekday_3     731 non-null    uint8  \n",
      " 24  weekday_4     731 non-null    uint8  \n",
      " 25  weekday_5     731 non-null    uint8  \n",
      " 26  weekday_6     731 non-null    uint8  \n",
      " 27  temp          731 non-null    float64\n",
      " 28  atemp         731 non-null    float64\n",
      " 29  hum           731 non-null    float64\n",
      " 30  windspeed     731 non-null    float64\n",
      " 31  holiday       731 non-null    int64  \n",
      " 32  workingday    731 non-null    int64  \n",
      " 33  yr            731 non-null    int64  \n",
      " 34  cnt           731 non-null    int64  \n",
      "dtypes: float64(4), int64(5), uint8(26)\n",
      "memory usage: 70.1 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "# 合并数据\n",
    "X_train = pd.concat([X_train_cat, X_train_num, train['holiday'],  train['workingday']], axis = 1, ignore_index=False)\n",
    "FE_train = pd.concat([train['instant'], X_train,  train['yr'],train['cnt']], axis = 1)\n",
    "FE_train.to_csv('FE_day.csv', index=False) #保存数据\n",
    "#print(FE_train.head())\n",
    "print(FE_train.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8f58ad99",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:238: RuntimeWarning: Glyph 8722 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:201: RuntimeWarning: Glyph 8722 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"FE_day.csv\")\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.cnt.values, bins=50, kde=True)\n",
    "plt.xlabel('sum of person use bicycle', fontsize=12)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b52f7eba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.title(\"sum of bicycle\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d96cad72",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()  \n",
    "sns.countplot(data.workingday.values, order=[0, 1]);\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.xlabel('weekday');\n",
    "plt.ylabel('times');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9af94b1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.windspeed.values, bins=30, kde=False)\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.xlabel('风速', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d4ea4b7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:194: RuntimeWarning: All-NaN slice encountered\n",
      "  vmin = np.nanmin(calc_data)\n",
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/matrix.py:199: RuntimeWarning: All-NaN slice encountered\n",
      "  vmax = np.nanmax(calc_data)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols=data.columns \n",
    "cols=data[[\"holiday\",\"workingday\",\"weathersit\",\"temp\",\"atemp\",\"hum\",\"windspeed\",\"cnt\"]]\n",
    "data=data[[\"holiday\",\"workingday\",\"weathersit\",\"temp\",\"atemp\",\"hum\",\"windspeed\",\"cnt\"]]\n",
    "data_corr = data.corr().abs()  \n",
    "\n",
    "plt.subplots(figsize=(11, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "sns.heatmap(data_corr, mask=data_corr < 2, cbar=False)\n",
    "plt.savefig('day_coor.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "be177275",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weathersit and temp = 0.99\n",
      "casual and registered = 0.95\n",
      "instant and season = 0.87\n",
      "dteday and yr = 0.83\n",
      "windspeed and registered = 0.67\n",
      "instant and casual = 0.66\n",
      "temp and registered = 0.63\n",
      "instant and registered = 0.63\n",
      "weathersit and registered = 0.63\n",
      "season and casual = 0.59\n",
      "workingday and atemp = 0.59\n",
      "season and registered = 0.57\n",
      "temp and casual = 0.54\n",
      "temp and windspeed = 0.54\n",
      "weathersit and windspeed = 0.54\n",
      "weathersit and casual = 0.54\n",
      "weekday and windspeed = 0.52\n"
     ]
    }
   ],
   "source": [
    "threshold = 0.5\n",
    "corr_list = []\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "for i in range(0, size): \n",
    "    for j in range(i+1,size): \n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #搜索高相关对，去重复\n",
    "    \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))#首先显示高级的\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "117685d4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v,i,j in s_corr_list:#高相关对的散射图 \n",
    "    sns.pairplot(data, size=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "430048a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "def load_data():#导入数据\n",
    "    global x_data,y_data,name_data\n",
    "\n",
    "    if not os.path.isfile(\"FE_day.csv\"):#调用已经做好特征工程的文件，如果文件不存在，就调用函数生成该文件\n",
    "        Data_preprocessing()\n",
    "        \n",
    "    data = pd.read_csv(\"FE_day.csv\")\n",
    "\n",
    "    data = data.drop(['instant','hum','windspeed'], axis = 1)\n",
    "\n",
    "    \n",
    "    y_data = data['cnt']\n",
    "    x_data = data.drop('cnt', axis = 1)\n",
    "\n",
    "    y_data=np.array(y_data)\n",
    "    x_data=np.array(x_data)\n",
    "    name_data =list(data.columns)\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "load_data()\n",
    "X_train, X_test, y_train, y_test = train_test_split(x_data, y_data, random_state=0, test_size=0.20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "769b2fa0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2:0.853814736719781\n",
      "MSE:621746.8036719494\n",
      "RMSE:590.9812536346217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:238: RuntimeWarning: Glyph 8722 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "/Users/lijiahui/opt/anaconda3/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:201: RuntimeWarning: Glyph 8722 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "load_data() #数据导入\n",
    "X_train,X_test,y_train,y_test=traintestsplit()  #数据分割\n",
    "\n",
    "#使用线性回归模型LinearRegression对数据进行训练及预测\n",
    "\n",
    "lr=LinearRegression()#最小二乘线性回归模型\n",
    "\n",
    "#lr=Ridge()#岭回归模型\n",
    "\n",
    "#lr=RidgeCV()#\n",
    "\n",
    "lr=Lasso()#Lasso模型\n",
    "\n",
    "#lr=ElasticNet()\n",
    "\n",
    "#使用训练数据进行参数估计\n",
    "lr.fit(X_train,y_train) #训练模型\n",
    "\n",
    "#R2评价指标\n",
    "lr_y_predict=lr.predict(X_test)\n",
    "score = r2_score(y_test, lr_y_predict)\n",
    "print(\"R2:{}\".format(score))\n",
    "\n",
    "#MSE评价指标\n",
    "mse_test=mean_squared_error(y_test,lr_y_predict)\n",
    "print(\"MSE:{}\".format(mse_test))\n",
    "\n",
    "#RMSE评价指标\n",
    "Rmse_test=mean_absolute_error(y_test,lr_y_predict)\n",
    "print(\"RMSE:{}\".format(Rmse_test))\n",
    "\n",
    "\n",
    "\n",
    "#分别使用线性回归，岭回归，Lasso回归进行数据预测\n",
    "lrg=LinearRegression()\n",
    "ridge=Ridge()\n",
    "lasso=Lasso()\n",
    "lrg.fit(X_train,y_train)\n",
    "ridge.fit(X_train,y_train)\n",
    "lasso.fit(X_train,y_train)\n",
    "\n",
    "#数据视图，此处获取各个算法的训练数据的coef_:系数，coef_可以理解为系数\n",
    "\n",
    "plt.figure(figsize=(12,9))\n",
    "\n",
    "\n",
    "#线性回归 得到的coef\n",
    "axes=plt.subplot(221)\n",
    "axes.plot(lrg.coef_)\n",
    "axes.set_title('lrg_coef')\n",
    "\n",
    "#l岭回归 得到的coef\n",
    "axes=plt.subplot(222)\n",
    "axes.plot(ridge.coef_)\n",
    "axes.set_title('ridge_coef')\n",
    "\n",
    "#lasso回归 得到的coef\n",
    "axes=plt.subplot(223)\n",
    "axes.plot(lasso.coef_)\n",
    "axes.set_title('lasso_coef')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b92b8d53",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
